Fabrication of silicon micro-rod array with controlled density and size distribution using porous silicon
Bibliographic record
Abstract
A novel multistage fabrication method was used to create uniform silicon micro-rod array with controlled density and size characteristics, as basis for micro-machining applications. This method includes texturing using TMAH wet etching, electrochemical anodic etching, and NaOH post-processing stages. Scanning Electron Microscopy (SEM) and image analysis was used to characterize the micro-rods and the silicon surface morphology. The directional growth of the micro-rods can be credited to textured surface created by the anisotropic etching of the Si (100) orientation surface. The textured silicon surface is made of pyramids with controlled density and size distribution resulting in the creation of microrod array with pre-determined density and location. The well-controlled etching time of the NaOH post-processing stage results in the creation of the microrod array with tunable size characteristics.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".